Good modern literary works are characterized by colorful languages. Third, appreciating the language of works from the perspective of words. Clear expressions can make the language of articles flexible and diverse. Common expressions in modern literary works include narration, description, discussion, lyricism, and explanation, etc. Second, appreciating the language of works from the perspective of expression methods. First, appreciating the language of works from a rhetorical point of view. The appreciation of language mainly includes the following aspects. The appreciation of modern literary language mainly includes the following aspects: (i) to analyze the characteristics of language, (ii) to understand the linguistic style of literary works, and (iii) to discriminate the rhetoric and expression effect applied in literary works. Then, it is necessary to realize that vividness is the highest level of literary language. When appreciating the language of literary works, we should understand the image, typicality, and emotional characteristics of literary language ( Guy et al., 2018). Personality can be reflected not only in general terms but also in the details of the whole work. Second, it is necessary to make an effective analysis of the personality of the characters in the works. First, the image of works should be appreciated from the perspectives of words, actions, and forms of the characters in the works, rather than blindly labeling the characters or imposing on the characters what the characters do not have. When appreciating modern literary works, we should pay attention to two problems. In the appreciation of modern literary works, on the one hand, we should pay attention to reveal the typical meaning of the figures, on the other hand, we should focus on analyzing the characteristics of the figures. The analysis of the characters in a literary work is essentially the appreciation of the image of literary works ( Yandell, 2017). The image of modern literary works mainly refers to the vivid and specific life picture created by literary works that can stimulate people's thoughts and emotions and usually refers to the figures portrayed by modern literary works and their spiritual outlook and personality characteristics ( Suhendi, 2017 Li, 2018 Wen and Piao, 2022). In the process of appreciation of modern literary works, readers can better understand and feel the writer's thoughts and feelings and have a deeper reading experience ( Magulod, 2018 Sunaryo, 2018). It can be seen that the appreciation of modern literary works is internal, relying on a word to have a deep understanding of artistic images. It is mainly a re-creative imagination along with the track of the works' images and hints, imagining their state and fate according to the characters and scenes described in the works, and then reconstructing aesthetic images in the mind ( Lian, 2014 Mak and Willems, 2019). The appreciation and learning of modern literary works is a complicated and multifaceted process ( Qin, 2018). Introduction: Common Perspectives on Appreciating Modern Literature Results: Experimental results verify the accuracy of the emotion classification method through experiments, which is helpful for us to better understand the emotion expression in modern literary works. Method: In this paper, the machine learning algorithm was creatively used to classify the emotions of figures in modern literary works, to analyze the emotions of the figures that the writer wanted to depict in modern literary works. At the same time, literary appreciation is also a cognitive activity, an aesthetic activity, and a re-creation activity. It is the identification and appreciation of literary works and a complex spiritual activity for people to feel, understand, and imagine literary and artistic works. In fact, appreciation is not a general reading, which has an important difference from general reading.
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